Overview

Dataset statistics

Number of variables39
Number of observations10000
Missing cells3479
Missing cells (%)0.9%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.0 MiB
Average record size in memory312.0 B

Variable types

NUM26
CAT8
BOOL5

Warnings

policy_code has constant value "10000" Constant
issue_date has a high cardinality: 127 distinct values High cardinality
earlies_credit_mon has a high cardinality: 528 distinct values High cardinality
user_id is highly correlated with loan_idHigh correlation
loan_id is highly correlated with user_idHigh correlation
monthly_payment is highly correlated with total_loanHigh correlation
total_loan is highly correlated with monthly_paymentHigh correlation
work_year has 622 (6.2%) missing values Missing
f0 has 498 (5.0%) missing values Missing
f1 has 858 (8.6%) missing values Missing
f2 has 498 (5.0%) missing values Missing
f3 has 498 (5.0%) missing values Missing
f4 has 498 (5.0%) missing values Missing
debt_loan_ratio is highly skewed (γ1 = 37.68992536) Skewed
loan_id has unique values Unique
user_id has unique values Unique
house_exist has 4945 (49.5%) zeros Zeros
use has 5792 (57.9%) zeros Zeros
region has 342 (3.4%) zeros Zeros
del_in_18month has 8115 (81.2%) zeros Zeros
known_dero has 8250 (82.5%) zeros Zeros
pub_dero_bankrup has 8697 (87.0%) zeros Zeros
title has 4924 (49.2%) zeros Zeros
f2 has 278 (2.8%) zeros Zeros
early_return has 4906 (49.1%) zeros Zeros
early_return_amount has 3866 (38.7%) zeros Zeros
early_return_amount_3mon has 5372 (53.7%) zeros Zeros

Reproduction

Analysis started2021-10-15 01:36:07.579780
Analysis finished2021-10-15 01:37:27.892784
Duration1 minute and 20.31 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

loan_id
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10000
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1025209.588
Minimum1000008
Maximum1049997
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2021-10-15T09:37:27.965590image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum1000008
5-th percentile1002726.95
Q11012973.25
median1025276.5
Q31037694.5
95-th percentile1047653.1
Maximum1049997
Range49989
Interquartile range (IQR)24721.25

Descriptive statistics

Standard deviation14386.82096
Coefficient of variation (CV)0.01403305346
Kurtosis-1.183092835
Mean1025209.588
Median Absolute Deviation (MAD)12371
Skewness-0.004667230751
Sum1.025209588e+10
Variance206980617.2
MonotocityNot monotonic
2021-10-15T09:37:28.087264image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
10158081< 0.1%
 
10021241< 0.1%
 
10041591< 0.1%
 
10082571< 0.1%
 
10248131< 0.1%
 
10328371< 0.1%
 
10389821< 0.1%
 
10140711< 0.1%
 
10451311< 0.1%
 
10389901< 0.1%
 
Other values (9990)999099.9%
 
ValueCountFrequency (%) 
10000081< 0.1%
 
10000101< 0.1%
 
10000141< 0.1%
 
10000191< 0.1%
 
10000311< 0.1%
 
ValueCountFrequency (%) 
10499971< 0.1%
 
10499941< 0.1%
 
10499921< 0.1%
 
10499851< 0.1%
 
10499781< 0.1%
 

user_id
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10000
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean225209.5877
Minimum200008
Maximum249997
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2021-10-15T09:37:28.204950image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum200008
5-th percentile202726.95
Q1212973.25
median225276.5
Q3237694.5
95-th percentile247653.1
Maximum249997
Range49989
Interquartile range (IQR)24721.25

Descriptive statistics

Standard deviation14386.82096
Coefficient of variation (CV)0.06388192041
Kurtosis-1.183092835
Mean225209.5877
Median Absolute Deviation (MAD)12371
Skewness-0.004667230751
Sum2252095877
Variance206980617.2
MonotocityNot monotonic
2021-10-15T09:37:28.323632image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
2457601< 0.1%
 
2402641< 0.1%
 
2300131< 0.1%
 
2238721< 0.1%
 
2373161< 0.1%
 
2423071< 0.1%
 
2156841< 0.1%
 
2361661< 0.1%
 
2341191< 0.1%
 
2145351< 0.1%
 
Other values (9990)999099.9%
 
ValueCountFrequency (%) 
2000081< 0.1%
 
2000101< 0.1%
 
2000141< 0.1%
 
2000191< 0.1%
 
2000311< 0.1%
 
ValueCountFrequency (%) 
2499971< 0.1%
 
2499941< 0.1%
 
2499921< 0.1%
 
2499851< 0.1%
 
2499781< 0.1%
 

total_loan
Real number (ℝ≥0)

HIGH CORRELATION

Distinct1632
Distinct (%)16.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14402.12659
Minimum818.1818182
Maximum47272.72727
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2021-10-15T09:37:28.436331image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum818.1818182
5-th percentile3272.727273
Q17500
median12272.72727
Q319636.36364
95-th percentile32410.90909
Maximum47272.72727
Range46454.54545
Interquartile range (IQR)12136.36364

Descriptive statistics

Standard deviation8953.946807
Coefficient of variation (CV)0.6217100475
Kurtosis0.2766408756
Mean14402.12659
Median Absolute Deviation (MAD)5727.272725
Skewness0.8897793728
Sum144021265.9
Variance80173163.41
MonotocityNot monotonic
2021-10-15T09:37:28.546036image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
10909.090912532.5%
 
16363.636362492.5%
 
8181.8181821972.0%
 
13090.909091861.9%
 
100001621.6%
 
21818.181821601.6%
 
11818.181821591.6%
 
9090.9090911551.6%
 
6545.4545451531.5%
 
5454.5454551401.4%
 
Other values (1622)818681.9%
 
ValueCountFrequency (%) 
818.1818182130.1%
 
909.090909170.1%
 
981.81818183< 0.1%
 
100070.1%
 
1063.6363641< 0.1%
 
ValueCountFrequency (%) 
47272.7272780.1%
 
46238.636361< 0.1%
 
44790.909091< 0.1%
 
44465.909091< 0.1%
 
43636.36364130.1%
 

year_of_loan
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
3
7602 
5
2398 
ValueCountFrequency (%) 
3760276.0%
 
5239824.0%
 
2021-10-15T09:37:28.643328image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:37:28.696203image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:37:28.754036image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

interest
Real number (ℝ≥0)

Distinct1028
Distinct (%)10.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.2227819
Minimum4.779
Maximum33.979
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2021-10-15T09:37:28.842799image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum4.779
5-th percentile6.49
Q19.702
median12.639
Q315.9855
95-th percentile22.22
Maximum33.979
Range29.2
Interquartile range (IQR)6.2835

Descriptive statistics

Standard deviation4.875755184
Coefficient of variation (CV)0.3687389855
Kurtosis0.6947178613
Mean13.2227819
Median Absolute Deviation (MAD)3.174
Skewness0.776026235
Sum132227.819
Variance23.77298861
MonotocityNot monotonic
2021-10-15T09:37:28.953507image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
11.99961.0%
 
10.99930.9%
 
12.089920.9%
 
10.791920.9%
 
15.389860.9%
 
9.891840.8%
 
8.253800.8%
 
13.189770.8%
 
11.691760.8%
 
9.17740.7%
 
Other values (1018)915091.5%
 
ValueCountFrequency (%) 
4.7792< 0.1%
 
4.788710.7%
 
4.8781< 0.1%
 
5.2112< 0.1%
 
5.312< 0.1%
 
ValueCountFrequency (%) 
33.9793< 0.1%
 
33.8692< 0.1%
 
33.8141< 0.1%
 
33.7154< 0.1%
 
33.1872< 0.1%
 

monthly_payment
Real number (ℝ≥0)

HIGH CORRELATION

Distinct6377
Distinct (%)63.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean436.960427
Minimum30.44
Maximum1503.89
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2021-10-15T09:37:29.068709image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum30.44
5-th percentile108.124
Q1248.82
median371.525
Q3573.83
95-th percentile966.486
Maximum1503.89
Range1473.45
Interquartile range (IQR)325.01

Descriptive statistics

Standard deviation261.7543965
Coefficient of variation (CV)0.5990345585
Kurtosis0.8652230604
Mean436.960427
Median Absolute Deviation (MAD)152.34
Skewness1.042613459
Sum4369604.27
Variance68515.36406
MonotocityNot monotonic
2021-10-15T09:37:29.182403image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
318.79270.3%
 
327.34230.2%
 
361.38210.2%
 
332.1190.2%
 
156.43180.2%
 
196.41180.2%
 
301.15180.2%
 
392.81170.2%
 
625.72170.2%
 
637.58140.1%
 
Other values (6367)980898.1%
 
ValueCountFrequency (%) 
30.441< 0.1%
 
30.941< 0.1%
 
31.112< 0.1%
 
31.291< 0.1%
 
31.331< 0.1%
 
ValueCountFrequency (%) 
1503.891< 0.1%
 
1502.921< 0.1%
 
1486.341< 0.1%
 
1479.871< 0.1%
 
1476.051< 0.1%
 

class
Categorical

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
B
2965 
C
2859 
A
1698 
D
1483 
E
693 
Other values (2)
302 
ValueCountFrequency (%) 
B296529.6%
 
C285928.6%
 
A169817.0%
 
D148314.8%
 
E6936.9%
 
F2412.4%
 
G610.6%
 
2021-10-15T09:37:29.296099image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:37:29.362921image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:37:29.442707image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

employer_type
Categorical

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
普通企业
4610 
政府机构
2474 
幼教与中小学校
1053 
上市企业
958 
世界五百强
542 
ValueCountFrequency (%) 
普通企业461046.1%
 
政府机构247424.7%
 
幼教与中小学校105310.5%
 
上市企业9589.6%
 
世界五百强5425.4%
 
高等教育机构3633.6%
 
2021-10-15T09:37:29.525486image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:37:29.583964image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:37:29.670733image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length7
Median length4
Mean length4.4427
Min length4

industry
Categorical

Distinct14
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
金融业
1629 
电力、热力生产供应业
1248 
公共服务、社会组织
1065 
住宿和餐饮业
907 
信息传输、软件和信息技术服务业
808 
Other values (9)
4343 
ValueCountFrequency (%) 
金融业162916.3%
 
电力、热力生产供应业124812.5%
 
公共服务、社会组织106510.7%
 
住宿和餐饮业9079.1%
 
信息传输、软件和信息技术服务业8088.1%
 
文化和体育业7937.9%
 
建筑业7047.0%
 
房地产业5545.5%
 
采矿业5065.1%
 
交通运输、仓储和邮政业4924.9%
 
Other values (4)129412.9%
 
2021-10-15T09:37:29.770466image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:37:29.875206image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length15
Median length6
Mean length6.7826
Min length3

work_year
Categorical

MISSING

Distinct11
Distinct (%)0.1%
Missing622
Missing (%)6.2%
Memory size78.1 KiB
10+ years
3370 
2 years
848 
3 years
776 
< 1 year
765 
1 year
671 
Other values (6)
2948 
ValueCountFrequency (%) 
10+ years337033.7%
 
2 years8488.5%
 
3 years7767.8%
 
< 1 year7657.6%
 
1 year6716.7%
 
5 years6236.2%
 
4 years5625.6%
 
6 years4764.8%
 
8 years4584.6%
 
7 years4364.4%
 
(Missing)6226.2%
 
2021-10-15T09:37:29.969375image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:37:30.056143image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length9
Median length7
Mean length7.4346
Min length3

house_exist
Real number (ℝ≥0)

ZEROS

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6122
Minimum0
Maximum4
Zeros4945
Zeros (%)49.5%
Memory size78.1 KiB
2021-10-15T09:37:30.129946image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q31
95-th percentile2
Maximum4
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.6722026076
Coefficient of variation (CV)1.098011447
Kurtosis-0.5926248311
Mean0.6122
Median Absolute Deviation (MAD)1
Skewness0.6578602945
Sum6122
Variance0.4518563456
MonotocityNot monotonic
2021-10-15T09:37:30.203247image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
0494549.5%
 
1399239.9%
 
2106010.6%
 
32< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
0494549.5%
 
1399239.9%
 
2106010.6%
 
32< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
41< 0.1%
 
32< 0.1%
 
2106010.6%
 
1399239.9%
 
0494549.5%
 

censor_status
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
1
3794 
2
3176 
0
3030 
ValueCountFrequency (%) 
1379437.9%
 
2317631.8%
 
0303030.3%
 
2021-10-15T09:37:30.302984image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-10-15T09:37:30.367810image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:37:30.428649image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

issue_date
Categorical

HIGH CARDINALITY

Distinct127
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
2016/3/1
 
374
2015/10/1
 
335
2015/7/1
 
326
2015/12/1
 
304
2014/10/1
 
281
Other values (122)
8380 
ValueCountFrequency (%) 
2016/3/13743.7%
 
2015/10/13353.4%
 
2015/7/13263.3%
 
2015/12/13043.0%
 
2014/10/12812.8%
 
2016/2/12792.8%
 
2015/1/12522.5%
 
2015/11/12412.4%
 
2015/5/12312.3%
 
2015/8/12242.2%
 
Other values (117)715371.5%
 
2021-10-15T09:37:30.533869image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique7 ?
Unique (%)0.1%
2021-10-15T09:37:30.644077image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length9
Median length8
Mean length8.2688
Min length8

use
Real number (ℝ≥0)

ZEROS

Distinct14
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.7626
Minimum0
Maximum13
Zeros5792
Zeros (%)57.9%
Memory size78.1 KiB
2021-10-15T09:37:30.721378image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q34
95-th percentile5
Maximum13
Range13
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.392031233
Coefficient of variation (CV)1.357103843
Kurtosis1.357919722
Mean1.7626
Median Absolute Deviation (MAD)0
Skewness1.269172766
Sum17626
Variance5.721813421
MonotocityNot monotonic
2021-10-15T09:37:30.809668image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%) 
0579257.9%
 
4216421.6%
 
26446.4%
 
56116.1%
 
32122.1%
 
11161.2%
 
91111.1%
 
81001.0%
 
7770.8%
 
10720.7%
 
Other values (4)1011.0%
 
ValueCountFrequency (%) 
0579257.9%
 
11161.2%
 
26446.4%
 
32122.1%
 
4216421.6%
 
ValueCountFrequency (%) 
134< 0.1%
 
12230.2%
 
1190.1%
 
10720.7%
 
91111.1%
 

post_code
Real number (ℝ≥0)

Distinct794
Distinct (%)7.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean257.5191
Minimum0
Maximum901
Zeros34
Zeros (%)0.3%
Memory size78.1 KiB
2021-10-15T09:37:30.911430image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile19
Q199
median197
Q3390
95-th percentile657
Maximum901
Range901
Interquartile range (IQR)291

Descriptive statistics

Standard deviation201.3517785
Coefficient of variation (CV)0.7818906577
Kurtosis-0.0971769801
Mean257.5191
Median Absolute Deviation (MAD)127
Skewness0.8547690895
Sum2575191
Variance40542.53869
MonotocityNot monotonic
2021-10-15T09:37:31.018111image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
191131.1%
 
1341041.0%
 
511021.0%
 
31991.0%
 
4971.0%
 
17890.9%
 
143840.8%
 
32830.8%
 
195810.8%
 
116760.8%
 
Other values (784)907290.7%
 
ValueCountFrequency (%) 
0340.3%
 
14< 0.1%
 
2290.3%
 
350.1%
 
4971.0%
 
ValueCountFrequency (%) 
9011< 0.1%
 
8932< 0.1%
 
8761< 0.1%
 
8721< 0.1%
 
8651< 0.1%
 

region
Real number (ℝ≥0)

ZEROS

Distinct50
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16.3199
Minimum0
Maximum49
Zeros342
Zeros (%)3.4%
Memory size78.1 KiB
2021-10-15T09:37:31.128815image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q18
median14
Q322
95-th percentile38
Maximum49
Range49
Interquartile range (IQR)14

Descriptive statistics

Standard deviation11.01909733
Coefficient of variation (CV)0.6751939248
Kurtosis-0.02912058897
Mean16.3199
Median Absolute Deviation (MAD)7
Skewness0.7792889963
Sum163199
Variance121.420506
MonotocityNot monotonic
2021-10-15T09:37:31.247497image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
8141414.1%
 
138328.3%
 
147998.0%
 
216786.8%
 
24104.1%
 
193663.7%
 
03423.4%
 
33383.4%
 
303183.2%
 
92802.8%
 
Other values (40)422342.2%
 
ValueCountFrequency (%) 
03423.4%
 
1190.2%
 
24104.1%
 
33383.4%
 
41911.9%
 
ValueCountFrequency (%) 
4990.1%
 
48190.2%
 
47180.2%
 
46100.1%
 
45680.7%
 

debt_loan_ratio
Real number (ℝ≥0)

SKEWED

Distinct6213
Distinct (%)62.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.53216982
Minimum0
Maximum999
Zeros12
Zeros (%)0.1%
Memory size78.1 KiB
2021-10-15T09:37:31.364184image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile4.708863636
Q111.15795455
median16.65227272
Q322.78159091
95-th percentile32.02790909
Maximum999
Range999
Interquartile range (IQR)11.62363637

Descriptive statistics

Standard deviation14.21850945
Coefficient of variation (CV)0.8109954213
Kurtosis2418.763555
Mean17.53216982
Median Absolute Deviation (MAD)5.791363635
Skewness37.68992536
Sum175321.6982
Variance202.1660109
MonotocityNot monotonic
2021-10-15T09:37:31.477882image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0120.1%
 
16.5818181890.1%
 
15.7090909190.1%
 
14.490.1%
 
20.4218181880.1%
 
13.580.1%
 
11.7818181880.1%
 
1280.1%
 
18.4545454570.1%
 
24.370.1%
 
Other values (6203)991599.2%
 
ValueCountFrequency (%) 
0120.1%
 
0.1472727271< 0.1%
 
0.1963636361< 0.1%
 
0.231< 0.1%
 
0.291< 0.1%
 
ValueCountFrequency (%) 
9991< 0.1%
 
509.36727271< 0.1%
 
191.45454551< 0.1%
 
183.27272731< 0.1%
 
167.741< 0.1%
 

del_in_18month
Real number (ℝ≥0)

ZEROS

Distinct12
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3116
Minimum0
Maximum15
Zeros8115
Zeros (%)81.2%
Memory size78.1 KiB
2021-10-15T09:37:31.574623image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum15
Range15
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8724571956
Coefficient of variation (CV)2.799926815
Kurtosis47.15400756
Mean0.3116
Median Absolute Deviation (MAD)0
Skewness5.35030686
Sum3116
Variance0.7611815582
MonotocityNot monotonic
2021-10-15T09:37:31.650419image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%) 
0811581.2%
 
1126712.7%
 
23473.5%
 
31331.3%
 
4590.6%
 
5310.3%
 
6180.2%
 
7120.1%
 
890.1%
 
94< 0.1%
 
Other values (2)50.1%
 
ValueCountFrequency (%) 
0811581.2%
 
1126712.7%
 
23473.5%
 
31331.3%
 
4590.6%
 
ValueCountFrequency (%) 
153< 0.1%
 
102< 0.1%
 
94< 0.1%
 
890.1%
 
7120.1%
 

scoring_low
Real number (ℝ≥0)

Distinct132
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean664.1155909
Minimum540
Maximum910.9090909
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2021-10-15T09:37:31.750667image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum540
5-th percentile548.1818182
Q1601.3636364
median665
Q3725.4545455
95-th percentile785.4545455
Maximum910.9090909
Range370.9090909
Interquartile range (IQR)124.0909091

Descriptive statistics

Standard deviation77.04051098
Coefficient of variation (CV)0.1160046715
Kurtosis-0.8400689113
Mean664.1155909
Median Absolute Deviation (MAD)60.4545455
Skewness0.1713949303
Sum6641155.909
Variance5935.240332
MonotocityNot monotonic
2021-10-15T09:37:31.867349image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
7203143.1%
 
6002542.5%
 
5402302.3%
 
6702282.3%
 
6602282.3%
 
725.45454552212.2%
 
609.09090912192.2%
 
544.09090912192.2%
 
6652172.2%
 
604.54545452162.2%
 
Other values (122)765476.5%
 
ValueCountFrequency (%) 
5402302.3%
 
544.09090912192.2%
 
548.18181822052.1%
 
552.27272731891.9%
 
556.36363642092.1%
 
ValueCountFrequency (%) 
910.90909091< 0.1%
 
905.45454553< 0.1%
 
894.54545451< 0.1%
 
889.090909150.1%
 
883.636363660.1%
 

scoring_high
Real number (ℝ≥0)

Distinct361
Distinct (%)3.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean774.4483258
Minimum585
Maximum1131.818182
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2021-10-15T09:37:31.984055image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum585
5-th percentile620.4545455
Q1700
median772.7272727
Q3845
95-th percentile943.75
Maximum1131.818182
Range546.818182
Interquartile range (IQR)145

Descriptive statistics

Standard deviation99.17442675
Coefficient of variation (CV)0.1280581589
Kurtosis-0.4661890303
Mean774.4483258
Median Absolute Deviation (MAD)72.7272727
Skewness0.2600861681
Sum7744483.258
Variance9835.566922
MonotocityNot monotonic
2021-10-15T09:37:32.088765image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
731.251231.2%
 
715.90909091161.2%
 
7801121.1%
 
8401041.0%
 
900981.0%
 
750920.9%
 
772.7272727840.8%
 
650830.8%
 
585830.8%
 
680.1136364830.8%
 
Other values (351)902290.2%
 
ValueCountFrequency (%) 
585830.8%
 
589.4318182630.6%
 
593.8636364610.6%
 
598.2954545640.6%
 
602.7272727620.6%
 
ValueCountFrequency (%) 
1131.8181821< 0.1%
 
1111.3636362< 0.1%
 
1104.5454552< 0.1%
 
1097.7272732< 0.1%
 
1090.9090912< 0.1%
 

known_outstanding_loan
Real number (ℝ≥0)

Distinct47
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.645
Minimum1
Maximum59
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2021-10-15T09:37:32.200973image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile5
Q18
median11
Q314
95-th percentile22
Maximum59
Range58
Interquartile range (IQR)6

Descriptive statistics

Standard deviation5.500745479
Coefficient of variation (CV)0.4723697277
Kurtosis3.375894309
Mean11.645
Median Absolute Deviation (MAD)3
Skewness1.338490556
Sum116450
Variance30.25820082
MonotocityNot monotonic
2021-10-15T09:37:32.313198image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=47)
ValueCountFrequency (%) 
99179.2%
 
88698.7%
 
108578.6%
 
118528.5%
 
78008.0%
 
126706.7%
 
136376.4%
 
65885.9%
 
145035.0%
 
154434.4%
 
Other values (37)286428.6%
 
ValueCountFrequency (%) 
13< 0.1%
 
2370.4%
 
31261.3%
 
42582.6%
 
54264.3%
 
ValueCountFrequency (%) 
591< 0.1%
 
501< 0.1%
 
463< 0.1%
 
451< 0.1%
 
431< 0.1%
 

known_dero
Real number (ℝ≥0)

ZEROS

Distinct13
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2264
Minimum0
Maximum12
Zeros8250
Zeros (%)82.5%
Memory size78.1 KiB
2021-10-15T09:37:32.408923image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6079309155
Coefficient of variation (CV)2.685207224
Kurtosis55.09055076
Mean0.2264
Median Absolute Deviation (MAD)0
Skewness5.35769843
Sum2264
Variance0.369579998
MonotocityNot monotonic
2021-10-15T09:37:32.499681image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%) 
0825082.5%
 
1144014.4%
 
22062.1%
 
3610.6%
 
4230.2%
 
570.1%
 
650.1%
 
82< 0.1%
 
72< 0.1%
 
91< 0.1%
 
Other values (3)3< 0.1%
 
ValueCountFrequency (%) 
0825082.5%
 
1144014.4%
 
22062.1%
 
3610.6%
 
4230.2%
 
ValueCountFrequency (%) 
121< 0.1%
 
111< 0.1%
 
101< 0.1%
 
91< 0.1%
 
82< 0.1%
 

pub_dero_bankrup
Real number (ℝ≥0)

ZEROS

Distinct6
Distinct (%)0.1%
Missing7
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean0.1389972981
Minimum0
Maximum5
Zeros8697
Zeros (%)87.0%
Memory size78.1 KiB
2021-10-15T09:37:32.579468image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3790886992
Coefficient of variation (CV)2.727309843
Kurtosis14.03806248
Mean0.1389972981
Median Absolute Deviation (MAD)0
Skewness3.122522102
Sum1389
Variance0.1437082419
MonotocityNot monotonic
2021-10-15T09:37:32.653270image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
0869787.0%
 
1122312.2%
 
2580.6%
 
3120.1%
 
52< 0.1%
 
41< 0.1%
 
(Missing)70.1%
 
ValueCountFrequency (%) 
0869787.0%
 
1122312.2%
 
2580.6%
 
3120.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
52< 0.1%
 
41< 0.1%
 
3120.1%
 
2580.6%
 
1122312.2%
 

recircle_b
Real number (ℝ≥0)

Distinct9458
Distinct (%)94.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16548.29942
Minimum0
Maximum779021
Zeros54
Zeros (%)0.5%
Memory size78.1 KiB
2021-10-15T09:37:32.751009image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1772.6
Q16189.173077
median11476.07693
Q320384.07692
95-th percentile44926.73077
Maximum779021
Range779021
Interquartile range (IQR)14194.90385

Descriptive statistics

Standard deviation21078.54423
Coefficient of variation (CV)1.273758934
Kurtosis232.3834052
Mean16548.29942
Median Absolute Deviation (MAD)6306.346153
Skewness10.01488219
Sum165482994.2
Variance444305026.9
MonotocityNot monotonic
2021-10-15T09:37:32.870688image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0540.5%
 
43684< 0.1%
 
8012.3076924< 0.1%
 
74254< 0.1%
 
6349.5384624< 0.1%
 
93603< 0.1%
 
4729.8461543< 0.1%
 
66123< 0.1%
 
50763< 0.1%
 
7471.6923083< 0.1%
 
Other values (9448)991599.2%
 
ValueCountFrequency (%) 
0540.5%
 
4.3076923081< 0.1%
 
4.6153846151< 0.1%
 
6.4615384621< 0.1%
 
7.3846153851< 0.1%
 
ValueCountFrequency (%) 
7790211< 0.1%
 
4453781< 0.1%
 
4116751< 0.1%
 
355336.15381< 0.1%
 
286431.92311< 0.1%
 

recircle_u
Real number (ℝ≥0)

Distinct3083
Distinct (%)30.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean53.62262462
Minimum0
Maximum120.6153846
Zeros64
Zeros (%)0.6%
Memory size78.1 KiB
2021-10-15T09:37:32.990367image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile10.61538462
Q133.96923077
median53.28076923
Q373.30961539
95-th percentile96.16923077
Maximum120.6153846
Range120.6153846
Interquartile range (IQR)39.34038461

Descriptive statistics

Standard deviation26.02356232
Coefficient of variation (CV)0.4853093728
Kurtosis-0.7406750425
Mean53.62262462
Median Absolute Deviation (MAD)19.69230769
Skewness0.01641016958
Sum536226.2462
Variance677.2257959
MonotocityNot monotonic
2021-10-15T09:37:33.110048image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0640.6%
 
64.61538462190.2%
 
67.84615385190.2%
 
38.76923077170.2%
 
69.78461538160.2%
 
72.69230769140.1%
 
29.07692308140.1%
 
71.07692308140.1%
 
45.23076923140.1%
 
63.69230769140.1%
 
Other values (3073)979598.0%
 
ValueCountFrequency (%) 
0640.6%
 
0.0923076923< 0.1%
 
0.13< 0.1%
 
0.1153846151< 0.1%
 
0.2307692311< 0.1%
 
ValueCountFrequency (%) 
120.61538461< 0.1%
 
1201< 0.1%
 
119.30769231< 0.1%
 
117.69230771< 0.1%
 
116.88461541< 0.1%
 
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
0
5859 
1
4141 
ValueCountFrequency (%) 
0585958.6%
 
1414141.4%
 
2021-10-15T09:37:33.185845image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

app_type
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
0
9800 
1
 
200
ValueCountFrequency (%) 
0980098.0%
 
12002.0%
 
2021-10-15T09:37:33.216763image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

earlies_credit_mon
Categorical

HIGH CARDINALITY

Distinct528
Distinct (%)5.3%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
2000/8/1
 
87
2021/9/2
 
76
1999/10/1
 
72
2021/8/1
 
71
2021/3/1
 
67
Other values (523)
9627 
ValueCountFrequency (%) 
2000/8/1870.9%
 
2021/9/2760.8%
 
1999/10/1720.7%
 
2021/8/1710.7%
 
2021/3/1670.7%
 
2021/8/3650.7%
 
2021/8/4650.7%
 
2021/12/1650.7%
 
2021/10/1650.7%
 
2021/9/5630.6%
 
Other values (518)930493.0%
 
2021-10-15T09:37:33.294598image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Frequencies of value counts

Unique

Unique68 ?
Unique (%)0.7%
2021-10-15T09:37:33.398320image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length10
Median length8
Mean length8.3028
Min length8

title
Real number (ℝ≥0)

ZEROS

Distinct908
Distinct (%)9.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1808.2016
Minimum0
Maximum61387
Zeros4924
Zeros (%)49.2%
Memory size78.1 KiB
2021-10-15T09:37:33.507030image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q35
95-th percentile11133.45
Maximum61387
Range61387
Interquartile range (IQR)5

Descriptive statistics

Standard deviation8011.09827
Coefficient of variation (CV)4.430423173
Kurtosis26.9274107
Mean1808.2016
Median Absolute Deviation (MAD)1
Skewness5.114758381
Sum18082016
Variance64177695.49
MonotocityNot monotonic
2021-10-15T09:37:33.616740image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0492449.2%
 
4183618.4%
 
55445.4%
 
65205.2%
 
31681.7%
 
21201.2%
 
381111.1%
 
10971.0%
 
1870.9%
 
9740.7%
 
Other values (898)151915.2%
 
ValueCountFrequency (%) 
0492449.2%
 
1870.9%
 
21201.2%
 
31681.7%
 
4183618.4%
 
ValueCountFrequency (%) 
613871< 0.1%
 
613111< 0.1%
 
611551< 0.1%
 
609051< 0.1%
 
604911< 0.1%
 

policy_code
Boolean

CONSTANT
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
1
10000 
ValueCountFrequency (%) 
110000100.0%
 
2021-10-15T09:37:33.690543image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

f0
Real number (ℝ≥0)

MISSING

Distinct29
Distinct (%)0.3%
Missing498
Missing (%)5.0%
Infinite0
Infinite (%)0.0%
Mean5.690486213
Minimum0
Maximum33
Zeros44
Zeros (%)0.4%
Memory size78.1 KiB
2021-10-15T09:37:33.746394image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q13
median5
Q37
95-th percentile12
Maximum33
Range33
Interquartile range (IQR)4

Descriptive statistics

Standard deviation3.298545765
Coefficient of variation (CV)0.579659741
Kurtosis3.653709261
Mean5.690486213
Median Absolute Deviation (MAD)2
Skewness1.419712231
Sum54071
Variance10.88040416
MonotocityNot monotonic
2021-10-15T09:37:33.839603image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=29)
ValueCountFrequency (%) 
4149314.9%
 
5129613.0%
 
3127112.7%
 
6113111.3%
 
78708.7%
 
28658.6%
 
86526.5%
 
94534.5%
 
13333.3%
 
103213.2%
 
Other values (19)8178.2%
 
(Missing)4985.0%
 
ValueCountFrequency (%) 
0440.4%
 
13333.3%
 
28658.6%
 
3127112.7%
 
4149314.9%
 
ValueCountFrequency (%) 
331< 0.1%
 
281< 0.1%
 
264< 0.1%
 
252< 0.1%
 
242< 0.1%
 

f1
Boolean

MISSING

Distinct2
Distinct (%)< 0.1%
Missing858
Missing (%)8.6%
Memory size78.1 KiB
0
9129 
1
 
13
(Missing)
 
858
ValueCountFrequency (%) 
0912991.3%
 
1130.1%
 
(Missing)8588.6%
 
2021-10-15T09:37:33.908434image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

f2
Real number (ℝ≥0)

MISSING
ZEROS

Distinct59
Distinct (%)0.6%
Missing498
Missing (%)5.0%
Infinite0
Infinite (%)0.0%
Mean8.467796253
Minimum0
Maximum93
Zeros278
Zeros (%)2.8%
Memory size78.1 KiB
2021-10-15T09:37:33.979678image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q14
median7
Q311
95-th percentile23
Maximum93
Range93
Interquartile range (IQR)7

Descriptive statistics

Standard deviation7.31595317
Coefficient of variation (CV)0.8639736894
Kurtosis8.487488543
Mean8.467796253
Median Absolute Deviation (MAD)4
Skewness2.143477406
Sum80461
Variance53.52317079
MonotocityNot monotonic
2021-10-15T09:37:34.094375image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
58298.3%
 
48298.3%
 
38158.2%
 
67557.5%
 
27227.2%
 
76546.5%
 
85815.8%
 
95355.3%
 
15145.1%
 
104284.3%
 
Other values (49)284028.4%
 
(Missing)4985.0%
 
ValueCountFrequency (%) 
02782.8%
 
15145.1%
 
27227.2%
 
38158.2%
 
48298.3%
 
ValueCountFrequency (%) 
931< 0.1%
 
891< 0.1%
 
701< 0.1%
 
641< 0.1%
 
601< 0.1%
 

f3
Real number (ℝ≥0)

MISSING

Distinct62
Distinct (%)0.7%
Missing498
Missing (%)5.0%
Infinite0
Infinite (%)0.0%
Mean14.65901915
Minimum2
Maximum88
Zeros0
Zeros (%)0.0%
Memory size78.1 KiB
2021-10-15T09:37:34.209069image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum2
5-th percentile5
Q19
median13
Q319
95-th percentile30
Maximum88
Range86
Interquartile range (IQR)10

Descriptive statistics

Standard deviation8.263954254
Coefficient of variation (CV)0.5637453753
Kurtosis3.175182278
Mean14.65901915
Median Absolute Deviation (MAD)5
Skewness1.346990861
Sum139290
Variance68.29293991
MonotocityNot monotonic
2021-10-15T09:37:34.313832image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
95885.9%
 
85475.5%
 
115465.5%
 
125335.3%
 
135305.3%
 
105255.2%
 
75245.2%
 
144704.7%
 
154654.7%
 
64444.4%
 
Other values (52)433043.3%
 
(Missing)4985.0%
 
ValueCountFrequency (%) 
2560.6%
 
31571.6%
 
42382.4%
 
53203.2%
 
64444.4%
 
ValueCountFrequency (%) 
881< 0.1%
 
801< 0.1%
 
651< 0.1%
 
621< 0.1%
 
591< 0.1%
 

f4
Real number (ℝ≥0)

MISSING

Distinct40
Distinct (%)0.4%
Missing498
Missing (%)5.0%
Infinite0
Infinite (%)0.0%
Mean8.098084614
Minimum0
Maximum50
Zeros26
Zeros (%)0.3%
Memory size78.1 KiB
2021-10-15T09:37:34.414588image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q15
median7
Q311
95-th percentile17
Maximum50
Range50
Interquartile range (IQR)6

Descriptive statistics

Standard deviation4.871796931
Coefficient of variation (CV)0.6015986698
Kurtosis3.199113476
Mean8.098084614
Median Absolute Deviation (MAD)3
Skewness1.354464974
Sum76948
Variance23.73440534
MonotocityNot monotonic
2021-10-15T09:37:34.528259image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=40)
ValueCountFrequency (%) 
59599.6%
 
69529.5%
 
49489.5%
 
78638.6%
 
87847.8%
 
36876.9%
 
96646.6%
 
105905.9%
 
24634.6%
 
114574.6%
 
Other values (30)213521.3%
 
(Missing)4985.0%
 
ValueCountFrequency (%) 
0260.3%
 
11761.8%
 
24634.6%
 
36876.9%
 
49489.5%
 
ValueCountFrequency (%) 
501< 0.1%
 
391< 0.1%
 
371< 0.1%
 
364< 0.1%
 
351< 0.1%
 

early_return
Real number (ℝ≥0)

ZEROS

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.2906
Minimum0
Maximum5
Zeros4906
Zeros (%)49.1%
Memory size78.1 KiB
2021-10-15T09:37:34.614029image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q33
95-th percentile3
Maximum5
Range5
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.449469467
Coefficient of variation (CV)1.123097371
Kurtosis-1.001618042
Mean1.2906
Median Absolute Deviation (MAD)1
Skewness0.594811468
Sum12906
Variance2.100961736
MonotocityNot monotonic
2021-10-15T09:37:34.687832image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
0490649.1%
 
3267126.7%
 
1100310.0%
 
2100210.0%
 
52142.1%
 
42042.0%
 
ValueCountFrequency (%) 
0490649.1%
 
1100310.0%
 
2100210.0%
 
3267126.7%
 
42042.0%
 
ValueCountFrequency (%) 
52142.1%
 
42042.0%
 
3267126.7%
 
2100210.0%
 
1100310.0%
 

early_return_amount
Real number (ℝ≥0)

ZEROS

Distinct4248
Distinct (%)42.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2173.9161
Minimum0
Maximum18413
Zeros3866
Zeros (%)38.7%
Memory size78.1 KiB
2021-10-15T09:37:34.783576image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median838.5
Q33354.25
95-th percentile8602.2
Maximum18413
Range18413
Interquartile range (IQR)3354.25

Descriptive statistics

Standard deviation3027.539977
Coefficient of variation (CV)1.392666431
Kurtosis3.520487864
Mean2173.9161
Median Absolute Deviation (MAD)838.5
Skewness1.844471225
Sum21739161
Variance9165998.311
MonotocityNot monotonic
2021-10-15T09:37:35.369149image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0386638.7%
 
42960.1%
 
94760.1%
 
38660.1%
 
41750.1%
 
68450.1%
 
62450.1%
 
99050.1%
 
20250.1%
 
7450.1%
 
Other values (4238)608660.9%
 
ValueCountFrequency (%) 
0386638.7%
 
512< 0.1%
 
531< 0.1%
 
541< 0.1%
 
562< 0.1%
 
ValueCountFrequency (%) 
184131< 0.1%
 
174461< 0.1%
 
172581< 0.1%
 
172221< 0.1%
 
171021< 0.1%
 

early_return_amount_3mon
Real number (ℝ≥0)

ZEROS

Distinct3809
Distinct (%)38.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean335.23224
Minimum0
Maximum5523.9
Zeros5372
Zeros (%)53.7%
Memory size78.1 KiB
2021-10-15T09:37:35.482392image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3413.675
95-th percentile1629.435
Maximum5523.9
Range5523.9
Interquartile range (IQR)413.675

Descriptive statistics

Standard deviation635.1088253
Coefficient of variation (CV)1.894533847
Kurtosis10.44067234
Mean335.23224
Median Absolute Deviation (MAD)0
Skewness2.913200569
Sum3352322.4
Variance403363.22
MonotocityNot monotonic
2021-10-15T09:37:35.587112image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0537253.7%
 
60.650.1%
 
126.650.1%
 
1864< 0.1%
 
701.44< 0.1%
 
362.14< 0.1%
 
246.94< 0.1%
 
230.64< 0.1%
 
49.84< 0.1%
 
27.44< 0.1%
 
Other values (3799)459045.9%
 
ValueCountFrequency (%) 
0537253.7%
 
5.11< 0.1%
 
5.61< 0.1%
 
5.81< 0.1%
 
6.11< 0.1%
 
ValueCountFrequency (%) 
5523.91< 0.1%
 
5090.11< 0.1%
 
4821.91< 0.1%
 
4808.11< 0.1%
 
4752.91< 0.1%
 

isDefault
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.1 KiB
0
8317 
1
1683 
ValueCountFrequency (%) 
0831783.2%
 
1168316.8%
 
2021-10-15T09:37:35.661927image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Interactions

2021-10-15T09:36:15.628834image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:15.749511image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:15.859218image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:15.967189image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:16.070920image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:16.180621image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:16.297308image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:16.400034image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:16.499772image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:16.608483image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:16.713200image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:16.821910image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:16.931617image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:17.038331image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:17.146043image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:17.249766image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:17.445167image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:17.560862image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:17.670568image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:17.773293image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:17.875959image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:17.973962image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:18.077172image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:18.175422image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:18.274158image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:18.379877image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:18.482601image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:18.586323image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:18.688051image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:18.792772image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:18.903475image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:19.014179image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:19.127352image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:19.232137image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:19.329880image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:19.432194image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:19.537552image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:19.643798image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:19.758495image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:19.866207image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:19.967934image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:20.066670image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:20.165406image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:20.276111image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:20.374848image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:20.474581image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:20.576308image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:20.672678image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:20.773408image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:20.884112image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:20.994515image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:21.112200image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:21.227401image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:21.337107image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:21.446813image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:21.545548image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:21.646983image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:21.759684image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:21.865914image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:21.966645image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:22.191554image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:22.291287image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:22.393031image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:22.500743image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:22.626411image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:22.736646image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:22.840859image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:22.940592image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:23.036336image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:23.145380image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:23.245113image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:23.342852image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:23.438595image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:23.530350image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:23.621107image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:23.720842image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:23.820991image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:23.922727image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:24.022460image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:24.127180image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:24.243869image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:24.350582image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:24.459291image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:24.576252image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:24.690939image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:24.804635image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:24.921322image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:25.041564image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:25.156257image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:25.266424image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:25.379109image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:25.483829image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:25.589547image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:25.698256image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:25.803973image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:25.922656image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:26.032051image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:26.147741image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:26.255453image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:26.360173image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:26.461900image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:26.562306image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:26.666956image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:26.780652image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:26.884376image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:26.990095image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:27.100307image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:27.215516image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:27.335197image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:27.454876image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:27.579543image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:27.707201image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:27.827879image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:27.947559image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:28.205380image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:28.321625image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:28.431330image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:28.548029image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:28.667711image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:28.787409image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:28.902764image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:29.028427image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:29.141126image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:29.254822image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:29.369515image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:36:29.475232image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
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2021-10-15T09:37:25.904349image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Correlations

2021-10-15T09:37:35.761645image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
2021-10-15T09:37:36.075654image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2021-10-15T09:37:36.393804image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2021-10-15T09:37:36.716456image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.
2021-10-15T09:37:36.989160image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

2021-10-15T09:37:26.196576image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:37:27.234466image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:37:27.511305image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-10-15T09:37:27.686336image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Sample

First rows

loan_iduser_idtotal_loanyear_of_loaninterestmonthly_paymentclassemployer_typeindustrywork_yearhouse_existcensor_statusissue_dateusepost_coderegiondebt_loan_ratiodel_in_18monthscoring_lowscoring_highknown_outstanding_loanknown_deropub_dero_bankruprecircle_brecircle_uinitial_list_statusapp_typeearlies_credit_montitlepolicy_codef0f1f2f3f4early_returnearly_return_amountearly_return_amount_3monisDefault
0104041824041831818.181820311.4661174.91C政府机构金融业3 years012016/10/12193132.4300000556.363636649.090909300.07734.23076991.800000002021/12/1511.00.04.05.04.0399270.00
1102519722519728000.000000516.841670.69C政府机构金融业10+ years022013/6/104913011.0045451715.000000893.750000300.031329.00000054.800000101990/4/14064217.00.04.045.022.0000.00
2100936020936017272.72727038.900603.32A政府机构公共服务、社会组织10+ years102014/1/1445986.4090910774.545455903.636364500.018514.00000057.692308101991/10/115416.00.06.028.019.0000.00
3103970823970820000.00000034.788602.30A世界五百强文化和体育业6 years012015/7/1015789.2045450750.000000875.000000300.020707.00000042.600000002021/6/1015.00.010.015.09.0000.00
4102748322748315272.727270312.790470.31C政府机构信息传输、软件和信息技术服务业< 1 year212016/7/10382115.5781820609.090909710.6060611500.014016.15385030.461538002021/5/20110.00.06.015.04.0000.00
5104752924752925454.545450310.637899.15B幼教与中小学校信息传输、软件和信息技术服务业10+ years012013/11/10258815.8072730636.363636689.393939400.016084.92308058.892308001983/1/12816.00.06.020.015.0000.00
610309642309649090.909091515.741234.30C高等教育机构金融业10+ years122014/12/1058174.2436361600.000000650.000000911.01527.07692317.015385002021/10/2014.00.09.025.06.0000.00
7102482222482210288.636360311.490414.62B普通企业制造业2 years112017/3/1424282.2272730690.000000805.000000400.05082.00000034.700000002021/10/8414.00.00.09.09.0000.00
810087202087206818.181818320.064272.05D普通企业金融业NaN022014/7/101651722.9309090600.000000750.000000911.018810.00000088.615385001971/11/1016.00.02.034.022.0000.00
9104530524530510800.000000314.330339.95C幼教与中小学校住宿和餐饮业4 years112013/7/10263021.2236360564.545455705.681818800.03433.84615493.346154002021/12/13776813.00.015.06.06.0000.00

Last rows

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